Man-Machine Framework and spam reduction

Two unrelated articles came across my feed reader this week. 

Forbes had a very interesting article on Man-Machine interfaces:

The whole picture is completed by the human element. People provide the peripheral vision. They fill in the gaps and create a complete context in a way that a machine cannot. Gupta calls this successful partnership the man/machine framework.

Related, 37signals’ blog posted about trying to work better with twitter within their support organization (part 1, part 2, part 3).  They discovered that trying to allow the machine filter (Baynesian) to do the heavy lifting was actually less efficient than just allowing the humans to crank through it. I wonder if switching to a man-machine interface for them wouldn’t have been more efficient. Maybe auto-select a button based on the machine classification. 

Always strikes me when you have someone say a machine can handle it all, especially when it comes to parts of speech, is folly. At the very least, you have to make sure you can tune the machine.

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